Experience
Two years shipping the automation and AI tooling other engineers depend on, and one very long day building a private AI for banks.
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24-hour build · in the press
Innovation Challenge 2026 · Private RAG Assistant
Ecosystem Smart Niederbayern · Use Case 13 for Specific-Group Germany · kick-off in Landau with all teams, then a 24-hour build with a team of seven in Specific-Group's Landshut office
- Built the fully self-hosted variant of a compliance assistant for banks: 50 regulatory PDFs, 12,186 chunks, hybrid BM25 + BGE-M3 search, an open-source LLM inside the bank's own infrastructure.
- Every statement in an answer points to a file, section and page; questions the documents can't answer get an honest refusal instead of a guess.
- Covered in the regional press. Landshut's Lord Mayor Thomas Haslinger visited the team during the 24-hour build.
Read the article
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1 year
Working student, board bring up & diagnostics software
Nokia Solutions and Networks · Network Infrastructure, Optical Networks · Nuremberg
- Built a Python MCP server inside pControl, so LLM tooling in Cursor could reach Jira and the diagnostics suite: run test pipelines on real hardware and investigate failures from a prompt.
- Specified and built a lab network monitor from scratch: anomaly detection against each link's normal behaviour, with email alerts.
- Wrote an FCT log parser that generates the test lists for nightly regression runs, replacing a manual step.
- Migrated the legacy Mapfile system to an object-oriented Python implementation.
“Die Qualität seiner Arbeitsergebnisse lag, auch bei schwierigen Arbeiten, über den Anforderungen.”Werkstudentenzeugnis, Nokia Solutions and Networks GmbH & Co. KG, 31 July 2026
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1 year
Software developer
Integrated Computer Solutions · Aurangabad, India
- Python for data processing, automation and backend tasks; analysis, reporting and database integration.
- Cross-platform systems in an agile team, with regular code review.
“Displayed exceptional problem-solving skills and a strong command over Python programming.”Work experience certificate, Integrated Computer Solutions, 30 April 2025
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present
MSc Artificial Intelligence for Industrial Applications
OTH Amberg-Weiden · Bavaria, Germany
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B.Tech Computer Science & Engineering
Marathwada Institute of Technology · Dr. Babasaheb Ambedkar Technological University · India
First Class with Distinction, CGPA 7.51. Thesis: a real-time IoT van-tracking system for city waste collection. Case study →
What I work with
Spin it. Listed by how I actually use them, not by how impressive the logo looks.
- Languages
- AI & ML
- Systems & APIs
- Hardware
- Web & 3D
- How I work
See it as a list
Languages
- Python
- JavaScript
- C++
- C#
AI & ML
- RAG (BM25, BGE-M3, Qdrant)
- Ollama / vLLM
- Neural networks (from scratch)
- Reinforcement learning
- Model Context Protocol
- Anomaly detection
Systems
- FastAPI
- REST · HTTP · WebSockets
- Network diagnostics
- Monitoring & alerting
Hardware
- Arduino
- ESP8266 / NodeMCU
- Relays, motors, sensors
- GPS
How I work
- Agile
- Jira · Confluence
- Git · GitLab · GitHub
- Jenkins
- Cursor & Copilot
Beyond the tooling
- Problem solving. I sit with a fault until it is reproducible.
- Critical thinking. I question the assumption before patching the symptom.
- Adaptability. Agile teams, changing hardware, unfamiliar codebases.
- Work ethic. Full-time study and a job alongside it needed one.